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A Reconfigurable Manufacturing Execution System
                                                        Kalpesh Munot
                                                    Industrial Engineering
                                             The Pennsylvania State University




     Abstract:                                                       both changes in the scope of function and in the
                                                                     quantity structure, must be easy to map out in the
     Fierce market competition forces enterprises and                MES. To reach this goal, the MES should be able to
     manufacturing systems to organize the manufacturing
     resources dynamically to react to perturbations of              reconfigure resources to respond to those changes
     market quickly. Today, particularly in production               dynamically according to the changes of productive
     management, the aim of increasing transparency,                 tasks and manufacturing environments.
     responsiveness, and cost efficiency means that new
     paths must be taken and increases efforts applied to            In this paper, a critical review is conducted on the
     measure which have already been introduced. One tool            RMES and relevant technologies. In section 2, the
     which supports these objectives is called the
     Manufacturing Execution System (MES). As the                    characteristic of the current manufacturing
     bridge between shop floor level and control level, MES          environment is overviewed, and the key
     should be flexible, adaptable, reusable and extendable.         requirements for new generation manufacturing
     To meet these requirements, two-fold hybrid multi-
                                                                     systems i.e. MES are described. In section 3, the
     agent control architecture, which takes advantages of
     distributed and decentralized control architecture, and         challenges faced by current manufacturing system
     the functions of each agent are introduced. In this             described. In section 4, the paradigm of the RMES is
     paper reconfigurable MES (RMES) is introduced,                  put the emphasis on. The definition of an RMES is
     which is combination of reconfigurable manufacturing
     cell and blackboard architecture. Blackboard
                                                                     discussed. Few critical issues, while implementing
     architecture is similar to carpenters toolbox, which has        RMES are reveled. In section 5, software and
     many tools useful for many different operations, but            communication strategy discussed. However, paper
     needs only few of them at one time to execute task.             is concluded in section 6, along with summary and
                                                                     some identified future research guideline.
1.   Introduction:                                              2.   Requirement of manufacturing environment:
     Manufacturing execution system (MES) have been
     developed some years ago to fill gap between shop
     floor information, control systems, and IT-based
     ERP (Enterprise Resource Planning) system [1]. The
     primary goal of a MES is provide an information
     system that can be used for optimizing production,
     assembly, managing and controlling activities in a
     manufacturing facility with focus on real time
     response to changing environments. As is generally
     known, the only constant is change. If we follow this
     maxim, which applies somewhat for modern
     production, scalability is another important
     requirement of the system architecture of the MES                        Figure 1: Manufacturing System
     in addition to platform independence. On one hand,
     the system must be adjusted as precisely as possible            A manufacturing system transforms raw materials
     to the requirements of the customer, and on the                 into products. Its ultimate objective is to gain value
     other, changes in the production structure, that is,            such as profit, reputation, and market share. An
                                                                     enterprise can survive only if this objective is
achieved appropriately. Manufacturing environment             MES (Fig 2) provides the execution and tracing of
     has a great impact on the performance of a                    the manufacturer’s planning and current station of
     manufacturing system. Dedicated manufacturing                 all the resources (including people, equipment,
     lines (Fig 1) are based on inexpensive fixed                  material, production and the requirement of the
     automation and produce a company’s core products              suppliers, and customers) [3]. MES emphasizes the
     or parts at high volume. Each dedicated line is               information transfer between the production layer
     designed to produce a single part at high production          and the business layer and optimize the production
     rate. These types of lines are cost effective as long         processes of the whole enterprise through
     as demand exceeds supply and they can operate at              information       integration.     The      successful
     their full capacity. But with increasing pressure from        implementation of MES in the actual production has
     global competition, and over capacity built                   brought the great benefit for the enterprises. The
     worldwide, there may be situations in which                   traditional MES, which is developed for the
     dedicated lines do not operate at full capacity. Also,        changeless business process of a certain industry or
     current environment has some critical requirements            enterprise, can’t accordingly remodel the function
     for a manufacturing system. These requirements are            with the change of the business process. Because the
     briefly summarized by different researcher and                traditional MES can’t be modified and extended
     summarized as follow [2].                                     easily, it won’t work when it is installed to the other
                                                                   production environment or the organization structure
a.   Short lead time: product led time affects the
                                                                   and business process was change. However, with the
     performance of a manufacturing system in numerous
                                                                   globalization of the manufacturing market in the 21st
     ways (Smith and Reinertsen 1997)
                                                                   century, many enterprises are being faced more
b.   More variant: A product becomes versatile and
                                                                   fierce market competition, more uncertainties from
     customized. Versatility implies a product needs
                                                                   the buyer’s market and deficiency in technology. In
     more components for additional functions and
                                                                   order to survive in this market, and achieve above
     features. Customization means a product has options
                                                                   mentioned requirements, they must have better
     for individual choice (Tseng and Du 1998, Fralix
                                                                   flexibility and reconfigurability on their product
     2001)
                                                                   manufacturing, business structure and process.
c.   Low and fluctuating volumes: As market is shared
                                                                   However, the reconfigurability of the manufacturing
     by global competitors, the required volumes of many
                                                                   system can’t be achieved if MES of the
     products are falling.
                                                                   manufacturer isn’t dynamically reconfigurable.
d.   Low price: The product price is a primary features to
     most of the customers. Global market offers              3.   The challenges:
     customers with more windows to purchase low-price
                                                                   The need and rationale for reconfigurable
     products with same quality and service.
                                                                   manufacturing execution system (RMES) arises
                                                                   from unpredictable market changes that are
                                                                   occurring with increasing pace during the recent
                                                                   years [4]. Following are the few challenges facing
                                                                   by today’s manufacturing industries.
                                                                  Increasing frequency introduction of new products
                                                                  Volatile demand of customers
                                                                  Required customization for every product
                                                                  Change in government regulation
                                                                  Uncertainties in the job shop environment
                                                                  Changing business process
                                                                  Inoperative     heterogeneous      database,  weak
     Figure 2: Manufacturing Execution System                      integration
                                                                  High cost of dedicated MES solution [5]
Existing MESs lacks the capabilities of adaptability,        expandability and reconfigurability into system
     reorganization and configuration and is unable to            before implementing. The RMES is designed to
     appropriately adjust their system architectures and          cope with situations where both productivity and the
     functionalities following the changes of enterprises         ability of the system to react to changes are of vital
     business and organization, thus hindering the wide           importance.
     adaptation of MES software [6].
                                                                  The main problem faced by enterprise is their use of
     With reference to the idea of component design, this         fixed hardware and fixed software. For example,
     paper puts forward a Reconfigurable Manufacturing            only part programs can be changed in machine level,
     Execution System (RMES), defines its functional              but not the total software control architecture.
     architecture, and focuses on the operation control           However, providing reconfigurable software and
     mechanism and component of RMES.                             hardware by providing modular, open architecture
                                                                  controls that aim at allowing reconfiguration of the
4.   Concept    and    Design     of  Reconfigurable
                                                                  controller; and in machine hardware level, modular
     Manufacturing Execution System (RMES):
                                                                  machine tools that aims at offerings more machining
                                                                  options. Reconfigurability at lower levels mainly
                                                                  achieved by changing hardware resources, and
                                                                  reconfigurability at higher levels is mainly achieved
                                                                  by changing software resources and by choosing
                                                                  alternative methods or organization structures by
                                                                  flexible people.      However, usually they work
                                                                  together so that system reconfigurability can be
                                                                  maximized cost effectively. RMES characteristics
                                                                  include ‘Modularity’, ‘Scalability’, ‘Integrability’,
                                                                  and ‘Convertibility’. Modularity implies that both
                                                                  software and hardware elements are modularized.
                                                                  Scalability means system is scalable in terms of the
                                                                  product volume. Integrability means system and its
                                                                  components are designed for current as well as
                                                                  future expansion and needs. Convertibility allows
                                                                  quick changeover between existing products and
                                                                  quick system adaptability for new technology.
                                                                  Figure 3 shows typical RMES scenario. The studies
                                                                  on the hardware and software system are
                Figure 3 RMES Architecture                        summarized in the following sections.
     Functional architecture of RMES is as shown in Fig      a.   Reconfigurable machining system: New class of
     3, which is one of the most effective paradigms to           modular machine tools has been studied at the
     meet manufacturing requirements. RMES is defined             University of Michigan. Modular machine tools are
     as a design for rapid change in structure, as well as        traditionally used to increase product variants by
     in hardware and software components, in order to             machine tools producers.
     quickly adjust production capacity and functionality    b.   Reconfigurable fixturing system: A modular fixture
     within a part family in response to sudden changes           is composed of many basic modules including
     in market [7]. Different researcher has come up with         locators, clampers and connectors. Some
     different definitions for RMES however, there is no          reconfigurable fixturing systems have applied
     doubt that the RMES concept has been proposed to             industrial robots, since industrial robots are flexible
     meet the changes and uncertainties of manufacturing          and can be programmed for different tasks.
     environment, and this objective would be achieved       c.   Reconfigurable assembly system: Reconfigurable
     by reconfiguring available hardware and software             assembly systems are usually robotized. Robot can
     resources. This can be achieved by incorporating
be programmed to work for different task at                            programmable logic controllers (PLCs) and
      different time. The number and types of assembly                       supervisory control and data acquisition
      equipments can be changed to meet requirements of                      (SCADA) systems, etc.
      the products.
                                                                    The use of blackboard pattern architectures is an
d.    Reconfigurable software system: Every possible
                                                                    effective vehicle for integrating multiple sources of
      new requirement can be developed, designed and
                                                                    knowledge to solve complex problems in wide range
      stored to the component library or common central
                                                                    of application domain. For any workshops,
      database. For example providing different layers of
                                                                    enterprises, new components can be developed
      graphical user interface (GUI), for different groups
                                                                    according to their requirements and registered to the
      in the organization, providing customized controls
                                                                    component library or in common central database.
      as per user requirement helps to built reconfigurable
                                                                    Depend upon requirement of product; it is only
      software structure.
                                                                    necessary to assemble various functional components
                                                                    from the library on RMES, without any recoding
5.    Software component:
                                                                    needs.
     Higher level functionality of the RMES cannot be
                                                                    To improve the flexibility of the RMES, the Multi-
     handled, without different languages and software
                                                                    Agent System is adopted instead of direct connection
     packages. An open software integration platform is
                                                                    between ground level control systems with MES
     required to manage software events in the system and
                                                                    application. The transfer of business can be realized
     passing of information between dissimilar software
                                                                    simply by changing the interface of the agents. The
     modules and between the factory shop floor
                                                                    respective agents are responsible for the allocation,
     components. Web-based database systems and
                                                                    execution and feedback on MES application system.
     applications, mostly designed using scripting model
                                                                    The multi-agent system includes agents like material
     and object oriented programming languages such as
                                                                    management, production, data collection, quality
     Java, C++, and Visual Basic, .Net has definitely been
                                                                    management, resource allocation, product tracking,
     the leading software tools in designing today’s
                                                                    and operation scheduling agents, and many more
     information system for all kind of manufacturing cells.
                                                                    depending on requirement of enterprise.
     The multi-agent based RMES is a self –organizing and
                                                               6.    Summary:
     adaptable system for controlling the production
     operations. It therefore becomes important to                  Global economy competition and rapid social and
     introduce the environment in which an agent should             technological changes have forced manufacturer to
     act, that is the information system of a manufacturing         face new manufacturing objective, adaptation of the
     enterprise, to see how agent can be integrated.                manufacturing system to market condition. To
     Traditionally, computer software systems in MES                respond to these challenges Reconfigurable
     have been designed on three layers.                            Manufacturing Execution System is needed. RMES
                                                                    offer capabilities for quick adjustment of production
             The planning layer, including material
                                                                    capacity and functionality in response to sudden
              requirement planning (MRP); its later
                                                                    changes in market condition.         On the base of
              development,      Manufacturing      resource
                                                                    analyzing the deficiencies of the traditional MES, this
              planning (MRPII); and its latest evolution,
                                                                    paper provides to research the reconstructive
              enterprise recourses planning, and SAP.
                                                                    dimensions and layers of RMES.
             The execution layer, including the MES,
              which bridges gap between the planning and            RMES paradigm is one of the most effective
              the control systems by using on-line                  paradigms to meet some key requirements such as
              information to manage the current application         changes and uncertainties.
              of      manufacturing resources: people,
              equipment, and inventory                         7.    Future work:
             The control layer, including hardware and                  a. Thought collaborative structure of RMES
              software device control systems (DCSs),                        has been shown, but the detail process of
integration between various stages needs to    Reconfigurable manufacturing systems. Annals of
              be study further.                              the CIRP, 1999, 48(2).
         b.   Event based reconfiguration of the
              manufacturing cell needs to analyze
              further.
         c.   Since the RMS concept is not a complete
              solution for a manufacturing enterprise to
              meet all of the challenges, it is important
              to take advantage of other technologies in
              an RMES, like Six Sigma, Lean
              Manufacturing to reduce waste cause by
              the portion of the idle resources of an
              RMES.
         d.   The important issue is the granularity of
              system modules. It is obvious that the finer
              the granularity of systems modules are, the
              higher the reconfigurability of system is.
              However, one has to make a trade off
              among      cost,    reconfigurability and
              complexity of the software system.
                        References
1. Daniel Diep, Pierre Massotte and Alexandre
   Meimouni, “A Distributed Manufacturing Execution
   System Implemented with Agents: the PABADIS
   Model”.      Proceedings     IEEE      International
   Conference on Industrial Informatics, INDIN’03, pp.
   301- 306, 2003
2. Z. M. Bi, S.Y.T. Lang, W. Shen, and L. wang,
   “Reconfigurable Manufacturing System: The State
   of The Art” International Journal of Production
   Research, 46, (4), pp. 967-992, May 17, 2007
3. Li. Bo and Zhenghang, Chen Ying, “Research on
   Reconfigurable Manufacturing Execution System”.
   Proceeding of International Conference of
   Intelligent Mechatronics and Automation, Chengdu,
   China 2004
4. Y. Koren, U. Heisel, F. Jovane, T. Moriwaki, G.
   Pritschow,    G.     Ulsoy,    H.   Van      Brussel
   “Reconfigurable Manufacturing System”
5. Heico Meyer, Franz Fuchs, Klaus Thiel
   “Manufacturing Execution System” page no. 168-
   169
6. Li Zhaohui, Chen Yan, Chen Xiuquan “A
   Reconfigurable Manufacturing Execution System
   and its Component Reuse”
7. Koren, Y., Heisel, U., Joveane, F., Moriwaki, T.,
   Pritschow, G., Ulsoy, G. and Brussel, H. Van ,

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Reconfigurable Manufacturing Execution System_Literature Review

  • 1. A Reconfigurable Manufacturing Execution System Kalpesh Munot Industrial Engineering The Pennsylvania State University Abstract: both changes in the scope of function and in the quantity structure, must be easy to map out in the Fierce market competition forces enterprises and MES. To reach this goal, the MES should be able to manufacturing systems to organize the manufacturing resources dynamically to react to perturbations of reconfigure resources to respond to those changes market quickly. Today, particularly in production dynamically according to the changes of productive management, the aim of increasing transparency, tasks and manufacturing environments. responsiveness, and cost efficiency means that new paths must be taken and increases efforts applied to In this paper, a critical review is conducted on the measure which have already been introduced. One tool RMES and relevant technologies. In section 2, the which supports these objectives is called the Manufacturing Execution System (MES). As the characteristic of the current manufacturing bridge between shop floor level and control level, MES environment is overviewed, and the key should be flexible, adaptable, reusable and extendable. requirements for new generation manufacturing To meet these requirements, two-fold hybrid multi- systems i.e. MES are described. In section 3, the agent control architecture, which takes advantages of distributed and decentralized control architecture, and challenges faced by current manufacturing system the functions of each agent are introduced. In this described. In section 4, the paradigm of the RMES is paper reconfigurable MES (RMES) is introduced, put the emphasis on. The definition of an RMES is which is combination of reconfigurable manufacturing cell and blackboard architecture. Blackboard discussed. Few critical issues, while implementing architecture is similar to carpenters toolbox, which has RMES are reveled. In section 5, software and many tools useful for many different operations, but communication strategy discussed. However, paper needs only few of them at one time to execute task. is concluded in section 6, along with summary and some identified future research guideline. 1. Introduction: 2. Requirement of manufacturing environment: Manufacturing execution system (MES) have been developed some years ago to fill gap between shop floor information, control systems, and IT-based ERP (Enterprise Resource Planning) system [1]. The primary goal of a MES is provide an information system that can be used for optimizing production, assembly, managing and controlling activities in a manufacturing facility with focus on real time response to changing environments. As is generally known, the only constant is change. If we follow this maxim, which applies somewhat for modern production, scalability is another important requirement of the system architecture of the MES Figure 1: Manufacturing System in addition to platform independence. On one hand, the system must be adjusted as precisely as possible A manufacturing system transforms raw materials to the requirements of the customer, and on the into products. Its ultimate objective is to gain value other, changes in the production structure, that is, such as profit, reputation, and market share. An enterprise can survive only if this objective is
  • 2. achieved appropriately. Manufacturing environment MES (Fig 2) provides the execution and tracing of has a great impact on the performance of a the manufacturer’s planning and current station of manufacturing system. Dedicated manufacturing all the resources (including people, equipment, lines (Fig 1) are based on inexpensive fixed material, production and the requirement of the automation and produce a company’s core products suppliers, and customers) [3]. MES emphasizes the or parts at high volume. Each dedicated line is information transfer between the production layer designed to produce a single part at high production and the business layer and optimize the production rate. These types of lines are cost effective as long processes of the whole enterprise through as demand exceeds supply and they can operate at information integration. The successful their full capacity. But with increasing pressure from implementation of MES in the actual production has global competition, and over capacity built brought the great benefit for the enterprises. The worldwide, there may be situations in which traditional MES, which is developed for the dedicated lines do not operate at full capacity. Also, changeless business process of a certain industry or current environment has some critical requirements enterprise, can’t accordingly remodel the function for a manufacturing system. These requirements are with the change of the business process. Because the briefly summarized by different researcher and traditional MES can’t be modified and extended summarized as follow [2]. easily, it won’t work when it is installed to the other production environment or the organization structure a. Short lead time: product led time affects the and business process was change. However, with the performance of a manufacturing system in numerous globalization of the manufacturing market in the 21st ways (Smith and Reinertsen 1997) century, many enterprises are being faced more b. More variant: A product becomes versatile and fierce market competition, more uncertainties from customized. Versatility implies a product needs the buyer’s market and deficiency in technology. In more components for additional functions and order to survive in this market, and achieve above features. Customization means a product has options mentioned requirements, they must have better for individual choice (Tseng and Du 1998, Fralix flexibility and reconfigurability on their product 2001) manufacturing, business structure and process. c. Low and fluctuating volumes: As market is shared However, the reconfigurability of the manufacturing by global competitors, the required volumes of many system can’t be achieved if MES of the products are falling. manufacturer isn’t dynamically reconfigurable. d. Low price: The product price is a primary features to most of the customers. Global market offers 3. The challenges: customers with more windows to purchase low-price The need and rationale for reconfigurable products with same quality and service. manufacturing execution system (RMES) arises from unpredictable market changes that are occurring with increasing pace during the recent years [4]. Following are the few challenges facing by today’s manufacturing industries.  Increasing frequency introduction of new products  Volatile demand of customers  Required customization for every product  Change in government regulation  Uncertainties in the job shop environment  Changing business process  Inoperative heterogeneous database, weak Figure 2: Manufacturing Execution System integration  High cost of dedicated MES solution [5]
  • 3. Existing MESs lacks the capabilities of adaptability, expandability and reconfigurability into system reorganization and configuration and is unable to before implementing. The RMES is designed to appropriately adjust their system architectures and cope with situations where both productivity and the functionalities following the changes of enterprises ability of the system to react to changes are of vital business and organization, thus hindering the wide importance. adaptation of MES software [6]. The main problem faced by enterprise is their use of With reference to the idea of component design, this fixed hardware and fixed software. For example, paper puts forward a Reconfigurable Manufacturing only part programs can be changed in machine level, Execution System (RMES), defines its functional but not the total software control architecture. architecture, and focuses on the operation control However, providing reconfigurable software and mechanism and component of RMES. hardware by providing modular, open architecture controls that aim at allowing reconfiguration of the 4. Concept and Design of Reconfigurable controller; and in machine hardware level, modular Manufacturing Execution System (RMES): machine tools that aims at offerings more machining options. Reconfigurability at lower levels mainly achieved by changing hardware resources, and reconfigurability at higher levels is mainly achieved by changing software resources and by choosing alternative methods or organization structures by flexible people. However, usually they work together so that system reconfigurability can be maximized cost effectively. RMES characteristics include ‘Modularity’, ‘Scalability’, ‘Integrability’, and ‘Convertibility’. Modularity implies that both software and hardware elements are modularized. Scalability means system is scalable in terms of the product volume. Integrability means system and its components are designed for current as well as future expansion and needs. Convertibility allows quick changeover between existing products and quick system adaptability for new technology. Figure 3 shows typical RMES scenario. The studies on the hardware and software system are Figure 3 RMES Architecture summarized in the following sections. Functional architecture of RMES is as shown in Fig a. Reconfigurable machining system: New class of 3, which is one of the most effective paradigms to modular machine tools has been studied at the meet manufacturing requirements. RMES is defined University of Michigan. Modular machine tools are as a design for rapid change in structure, as well as traditionally used to increase product variants by in hardware and software components, in order to machine tools producers. quickly adjust production capacity and functionality b. Reconfigurable fixturing system: A modular fixture within a part family in response to sudden changes is composed of many basic modules including in market [7]. Different researcher has come up with locators, clampers and connectors. Some different definitions for RMES however, there is no reconfigurable fixturing systems have applied doubt that the RMES concept has been proposed to industrial robots, since industrial robots are flexible meet the changes and uncertainties of manufacturing and can be programmed for different tasks. environment, and this objective would be achieved c. Reconfigurable assembly system: Reconfigurable by reconfiguring available hardware and software assembly systems are usually robotized. Robot can resources. This can be achieved by incorporating
  • 4. be programmed to work for different task at programmable logic controllers (PLCs) and different time. The number and types of assembly supervisory control and data acquisition equipments can be changed to meet requirements of (SCADA) systems, etc. the products. The use of blackboard pattern architectures is an d. Reconfigurable software system: Every possible effective vehicle for integrating multiple sources of new requirement can be developed, designed and knowledge to solve complex problems in wide range stored to the component library or common central of application domain. For any workshops, database. For example providing different layers of enterprises, new components can be developed graphical user interface (GUI), for different groups according to their requirements and registered to the in the organization, providing customized controls component library or in common central database. as per user requirement helps to built reconfigurable Depend upon requirement of product; it is only software structure. necessary to assemble various functional components from the library on RMES, without any recoding 5. Software component: needs. Higher level functionality of the RMES cannot be To improve the flexibility of the RMES, the Multi- handled, without different languages and software Agent System is adopted instead of direct connection packages. An open software integration platform is between ground level control systems with MES required to manage software events in the system and application. The transfer of business can be realized passing of information between dissimilar software simply by changing the interface of the agents. The modules and between the factory shop floor respective agents are responsible for the allocation, components. Web-based database systems and execution and feedback on MES application system. applications, mostly designed using scripting model The multi-agent system includes agents like material and object oriented programming languages such as management, production, data collection, quality Java, C++, and Visual Basic, .Net has definitely been management, resource allocation, product tracking, the leading software tools in designing today’s and operation scheduling agents, and many more information system for all kind of manufacturing cells. depending on requirement of enterprise. The multi-agent based RMES is a self –organizing and 6. Summary: adaptable system for controlling the production operations. It therefore becomes important to Global economy competition and rapid social and introduce the environment in which an agent should technological changes have forced manufacturer to act, that is the information system of a manufacturing face new manufacturing objective, adaptation of the enterprise, to see how agent can be integrated. manufacturing system to market condition. To Traditionally, computer software systems in MES respond to these challenges Reconfigurable have been designed on three layers. Manufacturing Execution System is needed. RMES offer capabilities for quick adjustment of production  The planning layer, including material capacity and functionality in response to sudden requirement planning (MRP); its later changes in market condition. On the base of development, Manufacturing resource analyzing the deficiencies of the traditional MES, this planning (MRPII); and its latest evolution, paper provides to research the reconstructive enterprise recourses planning, and SAP. dimensions and layers of RMES.  The execution layer, including the MES, which bridges gap between the planning and RMES paradigm is one of the most effective the control systems by using on-line paradigms to meet some key requirements such as information to manage the current application changes and uncertainties. of manufacturing resources: people, equipment, and inventory 7. Future work:  The control layer, including hardware and a. Thought collaborative structure of RMES software device control systems (DCSs), has been shown, but the detail process of
  • 5. integration between various stages needs to Reconfigurable manufacturing systems. Annals of be study further. the CIRP, 1999, 48(2). b. Event based reconfiguration of the manufacturing cell needs to analyze further. c. Since the RMS concept is not a complete solution for a manufacturing enterprise to meet all of the challenges, it is important to take advantage of other technologies in an RMES, like Six Sigma, Lean Manufacturing to reduce waste cause by the portion of the idle resources of an RMES. d. The important issue is the granularity of system modules. It is obvious that the finer the granularity of systems modules are, the higher the reconfigurability of system is. However, one has to make a trade off among cost, reconfigurability and complexity of the software system. References 1. Daniel Diep, Pierre Massotte and Alexandre Meimouni, “A Distributed Manufacturing Execution System Implemented with Agents: the PABADIS Model”. Proceedings IEEE International Conference on Industrial Informatics, INDIN’03, pp. 301- 306, 2003 2. Z. M. Bi, S.Y.T. Lang, W. Shen, and L. wang, “Reconfigurable Manufacturing System: The State of The Art” International Journal of Production Research, 46, (4), pp. 967-992, May 17, 2007 3. Li. Bo and Zhenghang, Chen Ying, “Research on Reconfigurable Manufacturing Execution System”. Proceeding of International Conference of Intelligent Mechatronics and Automation, Chengdu, China 2004 4. Y. Koren, U. Heisel, F. Jovane, T. Moriwaki, G. Pritschow, G. Ulsoy, H. Van Brussel “Reconfigurable Manufacturing System” 5. Heico Meyer, Franz Fuchs, Klaus Thiel “Manufacturing Execution System” page no. 168- 169 6. Li Zhaohui, Chen Yan, Chen Xiuquan “A Reconfigurable Manufacturing Execution System and its Component Reuse” 7. Koren, Y., Heisel, U., Joveane, F., Moriwaki, T., Pritschow, G., Ulsoy, G. and Brussel, H. Van ,